// Hacker Noon · 12 January 2026

Why Data Quality Is Becoming a Core Developer Experience Metric

In API-first systems, poor data quality (invalid emails, duplicate records, etc.) creates unpredictable bugs, forces defensive coding, and makes releases feel risky. This "hidden tax" consumes time and mental energy that should go to building features. The fix? Treat data quality as core infrastruct...

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